item 20: gate threshold curve + oracle bound (probs pass, merge per-item LUT, offline sweep)

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
This commit is contained in:
Nils
2026-07-16 02:03:12 +02:00
co-authored by Claude Fable 5
parent 74f04d124f
commit 4b9e168838
4 changed files with 174 additions and 0 deletions
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@@ -439,3 +439,18 @@ and compute savings are demonstrated and cheap; difficulty-selective
DEPTH allocation remains unsolved at 3K-param-head scale — binding
constraint is classifier quality on the k=0/s0 state, exactly where E0
started. Next per plan: threshold sweep (cheap) before any E2.
20. **E1 threshold curve + oracle bound (pre-registered 2026-07-16 ~02:15,
before running).** Phase 1: record E1c head's halt probabilities per
test item (one GPU pass). Phase 2: per-item outcomes for the frozen
curriculum merge at k=0/1/2/4 (four generation sweeps, tag merge_lut —
doubles as the reusable gate-evaluation lookup table and supplies the
long-missing per-item logs for the canonical merge). Phase 3 (offline):
gated accuracy at thresholds .3-.99 by composing k*(theta) with the
lookup; plus the ORACLE gate (best k per item) = the ceiling any gate
can reach with this merge. Predictions: (a) some theta gives hard >=
32% with easy >= 93% and E[k] <= 2.2 (dominating E0 on compute at
comparable accuracy); (b) the curve is monotone in theta; (c) oracle
overall >= 55% — if so, gate-quality headroom is large and further
gate work is justified; if oracle < 53%, gating this merge is nearly
saturated and the program pivots to E2 or closes.